{"id":"W4391974181","doi":"10.1007/978-3-031-54144-5_171","title":"Academic Integrity Leadership and Community Building in Canadian Higher Education","year":2024,"lang":"en","type":"book-chapter","venue":"Springer international handbooks of education","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo; University of Manitoba; University of Calgary","funders":"","keywords":"Political science; Christian ministry; Work (physics); Academic community; Asset (computer security); Public relations; Academic integrity; Leadership development; Higher education; Public administration; Engineering ethics; Sociology; Engineering; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00294246,0.0001960371,0.0001996171,0.001028943,0.0002784255,0.0001286545,0.00053476,0.00046381,0.0007753102],"category_scores_gemma":[0.0006568246,0.0002353251,0.0000662723,0.00005586395,0.0002664569,0.0004517548,0.00008174045,0.002753562,0.00004611418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001664425,"about_ca_system_score_gemma":0.005131798,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5264278,"about_ca_topic_score_gemma":0.3580859,"domain_scores_codex":[0.9983274,0.0001890962,0.0004506528,0.0002814082,0.000531484,0.0002199541],"domain_scores_gemma":[0.9984657,0.0003975904,0.0003650223,0.0002131066,0.0003654659,0.0001931096],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008805234,0.00004667043,0.004733846,0.00009334103,0.00004503175,2.805839e-7,0.006893486,0.000001138612,0.00003548743,0.9706374,0.001844484,0.01565997],"study_design_scores_gemma":[0.00007770024,0.00001804991,0.008728847,0.002466894,0.00006472163,0.000001925554,0.002848624,0.000008421175,0.0000337674,0.2145107,0.7709734,0.0002669078],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01892477,0.004271175,0.000002690372,0.02207379,0.006394086,0.0003784978,0.00002313122,0.00004321234,0.9478887],"genre_scores_gemma":[0.5620341,0.0003537432,0.0003097368,0.0003272069,0.0006803006,0.00002311529,0.00004777952,0.00002530143,0.4361987],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7691289,"threshold_uncertainty_score":0.9995471,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2777519100294972,"score_gpt":0.4679004379193917,"score_spread":0.1901485278898944,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}